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Machine learning, mathematical modeling and 4E (energy, exergy, environmental, and economic) analysis of an indirect solar dryer for drying sweet potato

Author

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  • Abdelkader, Tarek Kh.
  • Sayed, Hassan A.A.
  • Refai, Mohamed
  • Ali, Mahmoud M.
  • Zhang, Yanlin
  • Wan, Q.
  • Khalifa, Ibrahim
  • Fan, Qizhou
  • Wang, Yunfeng
  • Abdelhamid, Mahmoud A.

Abstract

A developed indirect solar dryer is built and operated to dry sweet potato cubes. Since, numerous instruments have gathered experimental data to comprehensively evaluate the system's energy, exergy, environmental, and economical aspects. Additionally, four machine learning algorithms, namely Decision Trees (DT), Gradient Boosting Regression (GBR), Multiple Linear Regression (MLR), and Random Forest (RF), are evolved to forecast the solar collector's energy (RSAH,η) and exergy efficiency (RSAH,ηEX) as well as the drying chamber's mean drying temperature and exergy efficiency (DC,ηEx). In addition, ten drying kinetics mathematical models were employed to fit with sweet potato moisture ratio variation over the experiment. Also, Color and bioactive compounds were analyzed. Results show that, RSAH,η and RSAH,ηEX was 72.9 %, and 5.6 %, respectively. Storage unit thermal (ηTh.,SUPCM)and exergy efficiency (ηEx,SUPCM) were 43.4 %, and 18.4 %, respectively, the discharging lasted around 5.5 h. Theoretical drying chamber thermal efficiency (DC,ηth) was from 21.9 to 97.2 %. And av. DC,ηEx was 46.1 %. RF algorithm achieved the best results for RSAH,η, RSAH,ηEX , DC,Tmean, and DC,ηEx forecasting, because of its superior adaptability and generalization. The overall dryer efficiency was 15 % with a specific energy consumption of 4.509 kWh/kg moisture. The Page model showed the best fitting with sweet potato moisture ratio data. In addition, CO2 mitigation reached 20.2 with earned carbon credit is 56771 RMB. The economic payback period is 29.24 months, the annual total revenue is 8464 RMB and 0.7 RMB as a Return on investment.

Suggested Citation

  • Abdelkader, Tarek Kh. & Sayed, Hassan A.A. & Refai, Mohamed & Ali, Mahmoud M. & Zhang, Yanlin & Wan, Q. & Khalifa, Ibrahim & Fan, Qizhou & Wang, Yunfeng & Abdelhamid, Mahmoud A., 2024. "Machine learning, mathematical modeling and 4E (energy, exergy, environmental, and economic) analysis of an indirect solar dryer for drying sweet potato," Renewable Energy, Elsevier, vol. 227(C).
    • Handle: RePEc:eee:renene:v:227:y:2024:i:c:s0960148124006001
    DOI: 10.1016/j.renene.2024.120535
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    References listed on IDEAS

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    1. Aghbashlo, Mortaza & Mobli, Hossein & Rafiee, Shahin & Madadlou, Ashkan, 2013. "A review on exergy analysis of drying processes and systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 22(C), pages 1-22.
    2. Alta, Deniz & Bilgili, Emin & Ertekin, C. & Yaldiz, Osman, 2010. "Experimental investigation of three different solar air heaters: Energy and exergy analyses," Applied Energy, Elsevier, vol. 87(10), pages 2953-2973, October.
    3. Gupta, Ankur & Das, Biplab & Biswas, Agnimitra & Mondol, Jayanta Deb, 2022. "Sustainability and 4E analysis of novel solar photovoltaic-thermal solar dryer under forced and natural convection drying," Renewable Energy, Elsevier, vol. 188(C), pages 1008-1021.
    4. Akpinar, Ebru Kavak & Koçyigit, Fatih, 2010. "Energy and exergy analysis of a new flat-plate solar air heater having different obstacles on absorber plates," Applied Energy, Elsevier, vol. 87(11), pages 3438-3450, November.
    5. Bahrehmand, D. & Ameri, M. & Gholampour, M., 2015. "Energy and exergy analysis of different solar air collector systems with forced convection," Renewable Energy, Elsevier, vol. 83(C), pages 1119-1130.
    6. Vijayan, S. & Arjunan, T.V. & Kumar, Anil, 2020. "Exergo-environmental analysis of an indirect forced convection solar dryer for drying bitter gourd slices," Renewable Energy, Elsevier, vol. 146(C), pages 2210-2223.
    7. Atalay, Halil & Cankurtaran, Eda, 2021. "Energy, exergy, exergoeconomic and exergo-environmental analyses of a large scale solar dryer with PCM energy storage medium," Energy, Elsevier, vol. 216(C).
    8. Rabha, D.K. & Muthukumar, P. & Somayaji, C., 2017. "Experimental investigation of thin layer drying kinetics of ghost chilli pepper (Capsicum Chinense Jacq.) dried in a forced convection solar tunnel dryer," Renewable Energy, Elsevier, vol. 105(C), pages 583-589.
    9. Erick César, López-Vidaña & Ana Lilia, César-Munguía & Octavio, García-Valladares & Orlando, Salgado Sandoval & Alfredo, Domínguez Niño, 2021. "Energy and exergy analyses of a mixed-mode solar dryer of pear slices (Pyrus communis L)," Energy, Elsevier, vol. 220(C).
    10. Tarek Kh. Abdelkader & Qizhou Fan & Eid S. Gaballah & Shaowei Wang & Yanlin Zhang, 2020. "Energy and Exergy Analysis of a Flat-Plate Solar Air Heater Artificially Roughened and Coated with a Novel Solar Selective Coating," Energies, MDPI, vol. 13(4), pages 1-17, February.
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